A lathe machine operator sets up and runs lathes to cut, shape, and form materials like metal, wood, or plastic into precise components by interpreting blueprints, selecting appropriate tools and speeds, and monitoring the machine for accuracy. Responsibilities also include inspecting finished parts for quality, performing routine maintenance on the machinery, maintaining a clean and safe work area, and documenting production data.